Skill audit report
understanding-ladder Audit report.
Pick the output format that makes an explanation easiest to understand, following Karpathy's understanding ladder — (1) plain controlled text, (2) diagram, (3) interactive HTML page, (4) 3Blue1Brown-style explainer video. Classify the content (definition/steps, process/causality, parameter→outcome, unfolding derivation), recommend the lowest rung that fully answers, then produce it. Works in English and Chinese. Use when the user says "explain this clearly", "help me understand", "draw a diagram", "make it interactive", "make an explainer video", "what's the best way to explain X", "understanding ladder", "Karpathy ladder", or 「讲清楚」「帮我理解」「画个图」「做个交互页」「做个讲解视频」「用哪种方式讲最好懂」「理解阶梯」; also when explaining a non-trivial concept, mechanism, algorithm, or an AI agent's output.
OpenAgentSkill Trust Score
OpenAgentSkill Trust Score
The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.
GitHub adoption
FAIL30
21 GitHub stars
Stars/forks activity
FAIL32
21 stars, 0 forks; issue activity unavailable in current metadata
Recent maintenance
PASS100
6d since push
License clarity
PASS86
MIT
README/SKILL.md completeness
PASS86
Metadata includes enough usage and workflow context
Dependency/runtime risk
PASS90
no major dependency risk hints in public metadata
Install availability
PASS92
npx skills add ChangWenC/understanding-ladder --skill understanding-ladder
Install command safety
PASS92
standard package or runtime install path
Permission surface
PASS86
filesystem or document access
Repository evidence
PASS86
https://github.com/ChangWenC/understanding-ladder/tree/main/skills/understanding-ladder
Review status
WARN46
AI review approval is missing
Agent Proven outcomes
INFO54
No agent outcome data yet
Checks
Install and adoption review
Install path
92
npx skills add ChangWenC/understanding-ladder --skill understanding-ladder
Repository
88
https://github.com/ChangWenC/understanding-ladder/tree/main/skills/understanding-ladder
License
86
MIT
Maintenance
100
6d since push
AI review
55
Review approval is missing
README/SKILL.md completeness
86
Usable description available
Dependency risk
90
no major dependency risk hints in public metadata
Install command safety
92
standard package or runtime install path
Permission surface
86
filesystem or document access
Stars/forks activity
32
21 stars, 0 forks; issue activity unavailable in current metadata
Adoption
42
21 GitHub stars
Warnings
- Low GitHub adoption signal
- AI review approval is missing
- Quality score needs review
- GitHub adoption: 21 GitHub stars
- Stars/forks activity: 21 stars, 0 forks; issue activity unavailable in current metadata
- Review status: AI review approval is missing
Method
This report combines public metadata, AI review output, repository freshness, install readiness, OpenAgentSkill events, quality scoring, trust checks, and the agent safety gate. It is not a full source-code security review.
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